Taxonomy Expansion on Science (SCI) SemEval-2016 Task 13
13.2Chi-SquaredTaxoBell_BC
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| TaxoBell_BCOptimization=Binary Cross-entropy2026.01 | 13.2 | — | — | 0.582 | 49 | 74.8 | 0.762 | |
| TaxoBell_KLOptimization=KL divergence2026.01 | 13.8 | — | — | 0.585 | 48 | 74.1 | 0.756 | |
| TaxoEnrich2026.01 | 22.1 | — | — | 0.552 | 39.5 | 65.4 | 0.727 | |
| STEAM2026.01 | 31.7 | — | — | 0.507 | 34.8 | 59.1 | 0.722 | |
| TMN2026.01 | 54.2 | — | — | 0.455 | 31.5 | 53.7 | 0.657 | |
| BoxTaxo2026.01 | 67.7 | — | — | 0.43 | 25.3 | 49.2 | 0.631 | |
| Arborist2026.01 | 83.1 | — | — | 0.412 | 26.5 | 51.5 | 0.612 | |
| TaxoBell2026.01 | 90.71 | — | — | — | — | — | — | |
| TaxoExpan2026.01 | 117.6 | — | — | 0.401 | 24.6 | 41.8 | 0.557 | |
| BERT+MLP2026.01 | 241.6 | — | — | 0.213 | 13.1 | 27.3 | 0.457 |